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20222026
most citedExploiting symmetry in variational quantum machine learning

188 citations · 486 across the 25 of their papers we have counts for

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6 papers · 1 filter

quant-ph2026

Adaptivity is all you need: Optimal stabilizer learning using just single-copy measurements

L. Bittel, J. Eisert, W. Gong +2

Stabilizer states are central to quantum computing, underlying quantum error correction, benchmarking, and efficient classical simulation. Yet their learnability exhibits a strikin…

quant-ph2026

Testing quantum Gaussianity with constant sample complexity

Mahtab Yaghubi Rad, Ricard Puig, Saksham Hassanandani +4

Efficiently testing whether a quantum state possesses a given structure is both a fundamental and a practical task in quantum information. Among the most important structured famil…

quant-ph2026

Towards verifiable quantum advantage with random circuits: Observables that survive concentration

Antonio A. Mele, Francesco A. Mele, Jarrod R. McClean +1

Demonstrating quantum advantage on current quantum hardware is a central goal of quantum computing, and random quantum circuits underpin many leading proposals. Yet sampling-based…

quant-ph2026

When are bosonic Gaussian states classical to learn?

Senrui Chen, Antonio Anna Mele, Francesco Anna Mele +1

A fundamental question in physics is: When does classical behavior emerge from quantum systems? Bosonic Gaussian states provide a natural setting to explore this quantum-classical…

quant-ph2026

Strong unitary designs in optimal depth and space

Teodor Parella-Dilmé, Júlia Barberà-Rodríguez, Salvatore F. E. Oliviero +1

Unitary designs provide finite-moment approximations to Haar-random unitaries, with wide-ranging applications across physics and quantum information, from scrambling and black-hole…

quant-ph2026

Quantum memory advantage for quantum process tomography

Carlos Bravo-Prieto, Weiyuan Gong, Antonio Anna Mele

Quantum process tomography, the task of learning an unknown quantum channel from black-box access, is a central problem in quantum information. In this setting, protocols with quan…